Poincaré Wasserstein Autoencoder. - Ivan Ovinnikov (CoRR, 2019)

Inverse Reinforcement Learning via Matching of Optimality Profiles. - Luis Haug; Ivan Ovinnikov; Eugene Bykovets (CoRR, 2020)

Regularizing Adversarial Imitation Learning Using Causal Invariance. - Ivan Ovinnikov; Joachim M. Buhmann (CoRR, 2023)

Learning Causally Invariant Reward Functions from Diverse Demonstrations. - Ivan Ovinnikov; Eugene Bykovets; Joachim M. Buhmann (CoRR, 2024)

Reinforcement learning from demonstrations: methods and applications in digital twin simulations. - Ivan Ovinnikov (2024)

Fundamentals of Arthroscopic Surgery Training and beyond: a reinforcement learning exploration and benchmark. - Ivan Ovinnikov; Ami Beuret; Flavia Cavaliere; Joachim M. Buhmann (Int. J. Comput. Assist. Radiol. Surg., 2024)